{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "dhj50n2iVNjE" }, "source": [ "```{index} single: AMPL; AMPL Python API\n", "```\n", "```{index} single: AMPL MP Library\n", "```\n", "```{index} single: conic optimization; exponential cones\n", "```\n", "```{index} single: solver; mosek\n", "```\n", "```{index} single: application; portfolio\n", "```\n", "\n", "# Extra material: Optimal Growth Portfolios with Risk Aversion\n", "\n", "Among the reasons why Kelly was neglected by investors were high profile critiques by the most famous economist of the 20th Century, Paul Samuelson. Samuelson objected on several grounds, among them is a lack of risk aversion that results in large bets and risky short term behavior, and that Kelly's result is applicable to only one of many utility functions that describe investor preferences. The controversy didn't end there, however, as other academic economists, including Harry Markowitz, and practitioners found ways to adapt the Kelly criterion to investment funds.\n", "\n", "This notebook presents solutions to Kelly's problem for optimal growth portfolios using exponential cones. A significant feature of this notebook is the inclusion of a risk constraint recently proposed by Boyd and coworkers. These notes are based on recent papers such as Cajas (2021), Busseti, Ryu and Boyd (2016), Fu, Narasimhan, and Boyd (2017). Additional bibliographic notes are provided at the end of the notebook." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# install dependencies and select solver\n", "%pip install -q amplpy numpy pandas\n", "\n", "SOLVER_CONIC = \"mosek\" # ipopt, mosek, knitro\n", "\n", "from amplpy import AMPL, ampl_notebook\n", "\n", "ampl = ampl_notebook(\n", " modules=[\"coin\", \"mosek\"], # modules to install\n", " license_uuid=\"default\", # license to use\n", ") # instantiate AMPL object and register notebook magic" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Financial Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We begin by reading historical prices for a selected set of trading symbols using [yfinance](https://github.com/ranaroussi/yfinance). \n", "\n", "While it would be interesting to include an international selection of financial indices and assets, differences in trading and bank holidays would involve more elaborate coding. For that reason, the following cell has been restricted to indices and assets trading in U.S. markets." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# run this cell to install yfinance\n", "%pip install yfinance --upgrade -q" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[*********************100%***********************] 16 of 16 completed\n" ] } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "import pandas as pd\n", "import datetime\n", "import yfinance as yf\n", "\n", "# symbols as used by Yahoo Finance\n", "symbols = {\n", " # selected indices\n", " \"^GSPC\": \"S&P 500\",\n", " \"^IXIC\": \"Nasdaq\",\n", " \"^DJI\": \"Dow Jones Industrial\",\n", " \"^RUT\": \"Russell 2000\",\n", " # selected stocks\n", " \"AXP\": \"American Express\",\n", " \"AMGN\": \"Amgen\",\n", " \"AAPL\": \"Apple\",\n", " \"BA\": \"Boeing\",\n", " \"CAT\": \"Caterpillar\",\n", " \"CVX\": \"Chevron\",\n", " \"JPM\": \"JPMorgan Chase\",\n", " \"MCD\": \"McDonald's\",\n", " \"MMM\": \"3 M\",\n", " \"MSFT\": \"Microsoft\",\n", " \"PG\": \"Proctor & Gamble\",\n", " \"XOM\": \"ExxonMobil\",\n", "}\n", "\n", "# years of testing and training data\n", "n_test = 1\n", "n_train = 2\n", "\n", "# get today's date\n", "today = datetime.datetime.today().date()\n", "\n", "# training data dates\n", "end = today - datetime.timedelta(int(n_test * 365))\n", "start = end - datetime.timedelta(int((n_test + n_train) * 365))\n", "\n", "# get training data\n", "S = yf.download(list(symbols.keys()), start=start, end=end)[\"Adj Close\"]\n", "\n", "# compute gross returns\n", "R = S / S.shift(1)\n", "R.dropna(inplace=True)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot\n", "fig, ax = plt.subplots(2, 1, figsize=(8, 6), sharex=True)\n", "\n", "S.divide(S.iloc[0] / 100).plot(ax=ax[0], grid=True, title=\"Normalized Prices\")\n", "ax[0].legend(loc=\"center left\", bbox_to_anchor=(1.0, 0.5), prop={\"size\": 8})\n", "\n", "R.plot(ax=ax[1], grid=True, title=\"Gross Returns\", alpha=0.5).legend([])\n", "\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": { "id": "QpUuSsQAVZy3", "tags": [] }, "source": [ "## Portfolio Design for Optimal Growth" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Model\n", "\n", "Here we are examining a set $N$ of financial assets trading in efficient markets. The historical record consists of a matrix $R \\in \\mathbb{R}^{T\\times N}$ of gross returns where $T$ is the number of observations. \n", "\n", "The weights $w_n \\geq 0$ for $n\\in N$ denote the fraction of the portfolio invested in asset $n$. Any portion of the portfolio not invested in traded assets is assumed to have a gross risk-free return $R_f = 1 + r_f$, where $r_f$ is the return on a risk-free asset.\n", "\n", "Assuming the gross returns are independent and identically distributed random variables, and the historical data set is representative of future returns, the investment model becomes\n", "\n", "$$\n", "\\begin{align}\n", "\\max_{w_n \\geq 0}\\quad & \\frac{1}{T} \\sum_{t\\in T} \\log(R_t) \\\\\n", "\\text{s.t.}\\quad \\\\\n", "& R_t = R_f + \\sum_{n\\in N} w_n (R_{t, n} - R_f) & \\forall t\\in T\\\\\n", "\\end{align}\n", "$$\n", "\n", "Note this formulation allows the sum of weights $\\sum_{n\\in N} w_n$ to be greater than one. In that case the investor would be investing more than the value of the portfolio in traded assets. In other words the investor would be creating a leveraged portfolio by borrowing money at a rate $R_f$. To incorporate a constraint on the degree of leveraging, we introduce a constraint\n", "\n", "$$\\sum_{n\\in N} w_n \\leq E_M$$\n", "\n", "where $E_M$ is the \"equity multiplier.\" A value $E_M \\leq 1$ restricts the total investment to be less than or equal to the equity available to the investor. A value $E_M > 1$ allows the investor to leverage the available equity by borrowing money at a gross rate $R_f = 1 + r_f$. \n", "\n", "Using techniques demonstrated in other examples, this model can be reformulated with exponential cones.\n", "\n", "$$\n", "\\begin{align}\n", "\\max_{w_n}\\quad & \\frac{1}{T} \\sum_{t\\in T} q_t \\\\\n", "\\text{s.t.}\\quad \n", "& (R_f + \\sum_{n\\in N}w_n (R_{t,n} - R_f), 1, q_t) \\in K_{exp} & \\forall t \\in T \\\\\n", "& \\sum_{n\\in N} w_n \\leq E_M \\\\\n", "& w_n \\geq 0 & \\forall n\\in N \\\\\n", "\\end{align} \n", "$$\n", "\n", "For the risk constrained case, we consider a constraint\n", "\n", "$$\\mathbb{E}[R^{-\\lambda}] \\leq R_f^{-\\lambda}$$\n", "\n", "where $\\lambda$ is a risk aversion parameter. Assuming the historical returns are equiprobable \n", "\n", "$$\\frac{1}{T} \\sum_{t\\in T} R_t^{-\\lambda} \\leq R_f^{-\\lambda}$$\n", "\n", "The risk constraint is satisfied for any $w_n$ if the risk aversion parameter $\\lambda=0$. For any value $\\lambda > 0$ the risk constraint has a feasible solution $w_n=0$ for all $n \\in N$. Recasting as a sum of exponentials,\n", "\n", "$$\\frac{1}{T} \\sum_{t\\in T} e^{- \\lambda\\log(R_t)} \\leq R_f^{-\\lambda}$$\n", "\n", "Using the $q_t \\leq \\log(R_t)$ as used in the examples above, and $u_t \\geq e^{- \\lambda q_t}$, we get the risk constrained model optimal log growth. \n", "\n", "Given a risk-free rate of return $R_f$, a maximum equity multiplier $E_M$, and value $\\lambda \\geq 0$ for the risk aversion, risk constrained Kelly portfolio is given the solution to\n", "\n", "$$\n", "\\begin{align}\n", "\\max_{w_n, q_t, u_t}\\quad & \\frac{1}{T} \\sum_{t\\in T} q_t \\\\\n", "\\text{s.t.}\\quad \n", "& \\frac{1}{T} \\sum_{t\\in T} u_t \\leq R_f^{-\\lambda} \\\\\n", "& (u_t, 1, \\lambda q_t) \\in K_{exp} & \\forall t\\in T \\\\\n", "& (R_f + \\sum_{n\\in N}w_n (R_{t,n} - R_f), 1, q_t) \\in K_{exp} & \\forall t \\in T \\\\\n", "& \\sum_{n\\in N} w_n \\leq E_M \\\\\n", "& w_n \\geq 0 & \\forall n \\in N \\\\\n", "\\end{align}\n", "$$\n", "\n", "The following cells demonstrate an AMPL implementation of the model with the Mosek solver." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### AMPL Implementation\n", "\n", "The AMPL implementation for the risk-constrained Kelly portfolio accepts three parameters, the risk-free gross returns $R_f$, the maximum equity multiplier, and the risk-aversion parameter." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Overwriting kelly_portfolio.mod\n" ] } ], "source": [ "%%writefile kelly_portfolio.mod\n", "\n", "param Rf;\n", "param EM;\n", "param lambd;\n", " \n", "# index lists\n", "set T;\n", "set N;\n", "param Rloc{T, N};\n", " \n", "# decision variables\n", "var q{T};\n", "var w{N} >= 0;\n", "\n", "# objective\n", "maximize ElogR:\n", " sum {t in T} q[t] / card(T);\n", "\n", "# conic constraints on return\n", "var R{t in T}\n", " = Rf + sum {n in N} w[n]*(Rloc[t, n] - Rf);\n", "s.t. C{t in T}:\n", " R[t] >= exp(q[t]);\n", "\n", "# risk constraints\n", "var u{T};\n", "s.t. USum:\n", " sum {t in T} u[t] / card(T) <= Rf**(-lambd);\n", "s.t. RT{t in T}:\n", " u[t] >= exp( -lambd*q[t] );\n", " \n", "# equity multiplier constraint\n", "s.t. WSum:\n", " sum {n in N} w[n] <= EM;\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def kelly_portfolio(R, Rf=1, EM=1, lambd=0):\n", " ampl = AMPL()\n", " ampl.read(\"kelly_portfolio.mod\")\n", "\n", " ampl.param[\"Rf\"] = Rf\n", " ampl.param[\"EM\"] = EM\n", " ampl.param[\"lambd\"] = lambd\n", "\n", " # index lists\n", " ampl.set[\"T\"] = [str(t) for t in R.index]\n", " ampl.set[\"N\"] = [str(n) for n in R.columns]\n", " ampl.param[\"Rloc\"] = {\n", " (str(t), str(n)): R.at[t, n]\n", " for i, t in enumerate(R.index)\n", " for j, n in enumerate(R.columns)\n", " }\n", "\n", " ampl.option[\"solver\"] = SOLVER_CONIC\n", " ampl.solve()\n", "\n", " return ampl" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "def kelly_report(ampl):\n", " # print report\n", " s = f\"\"\"\n", "Risk Free Return = {100*(np.exp(252*np.log(ampl.get_value('Rf'))) - 1):0.2f}\n", "Equity Multiplier Limit = {ampl.get_value('EM'):0.5f}\n", "Risk Aversion = {ampl.get_value('lambd'):0.5f}\n", "\n", "Portfolio\n", "\"\"\"\n", " w = ampl.get_variable(\"w\").to_dict()\n", " Rvar = ampl.get_variable(\"R\").to_dict()\n", "\n", " s += \"\\n\".join([f\"{n:8s} {symbols[n]:30s} {100*w[n]:8.2f} %\" for n in w.keys()])\n", " s += f\"\"\"\n", "{'':8s} {'Risk Free':30s} {100*(1 - sum(w[n] for n in w.keys())):8.2f} %\n", "\n", "Annualized return = {100*(np.exp(252*ampl.get_value('ElogR')) - 1):0.2f} %\n", "\"\"\"\n", " print(s)\n", "\n", " df = pd.DataFrame(\n", " pd.Series([Rvar[str(t)] for t in R.index]), columns=[\"Kelly Portfolio\"]\n", " )\n", " df.index = R.index ## original index are the DateTimeStamps\n", "\n", " fix, ax = plt.subplots(1, 1, figsize=(8, 8))\n", " S.divide(S.iloc[0] / 100).plot(\n", " ax=ax,\n", " logy=True,\n", " grid=True,\n", " title=\"Normalized Prices\",\n", " alpha=0.6,\n", " lw=0.4,\n", " ls=\"--\",\n", " )\n", " df.cumprod().multiply(100).plot(ax=ax, lw=3, grid=True)\n", " ax.legend(\n", " [symbols[n] for n in R.columns] + [\"Kelly Portfolio\"],\n", " bbox_to_anchor=(1.05, 1.05),\n", " )\n", "\n", " d = S.index[-1]\n", " print(d)\n", "\n", " for n in w.keys():\n", " y = 100 * S[n].iloc[-1] / S[n].iloc[0]\n", " print(n, 100 * S[n].iloc[-1] / S[n].iloc[0])\n", " ax.text(d, y, n)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001115058867\n", "0 simplex iterations\n", "22 barrier iterations\n", "\n", "Risk Free Return = 0.00\n", "Equity Multiplier Limit = 1.00000\n", "Risk Aversion = 10.00000\n", "\n", "Portfolio\n", "AAPL Apple 57.78 %\n", "AMGN Amgen 0.00 %\n", "AXP American Express 0.00 %\n", "BA Boeing 0.00 %\n", "CAT Caterpillar 18.97 %\n", "CVX Chevron 0.00 %\n", "JPM JPMorgan Chase 0.00 %\n", "MCD McDonald's 0.00 %\n", "MMM 3 M 0.00 %\n", "MSFT Microsoft 0.00 %\n", "PG Proctor & Gamble 0.00 %\n", "XOM ExxonMobil 0.00 %\n", "^DJI Dow Jones Industrial 0.00 %\n", "^GSPC S&P 500 0.00 %\n", "^IXIC Nasdaq 0.00 %\n", "^RUT Russell 2000 0.00 %\n", " Risk Free 23.25 %\n", "\n", "Annualized return = 32.44 %\n", "\n", "2022-06-03 00:00:00\n", "AAPL 313.3368230987512\n", "AMGN 154.57373693975774\n", "AXP 143.59720714356118\n", "BA 40.08344979462141\n", "CAT 193.1338141274621\n", "CVX 168.98770245792917\n", "JPM 130.31933675829177\n", "MCD 129.6343379131071\n", "MMM 97.33192901788738\n", "MSFT 211.75261984245606\n", "PG 144.29053167324705\n", "XOM 159.39669011089973\n", "^DJI 126.61551678143734\n", "^GSPC 142.9882963168018\n", "^IXIC 155.1611360900202\n", "^RUT 124.34379721298355\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# parameter values\n", "Rf = np.exp(np.log(1.0) / 252)\n", "EM = 1\n", "lambd = 10\n", "\n", "m = kelly_portfolio(R, Rf, EM, lambd)\n", "kelly_report(m)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Date
2019-06-0746.121952155.557022114.483406347.400238112.699974101.45152396.646111187.392517142.644150126.29591498.50966660.08799025983.9394532873.3400887742.1000981514.390015
2019-06-1046.711361155.619110115.948608347.498413113.859032102.12797597.690834183.580475144.082504127.44931098.46437860.35387426062.6796882886.7299807823.1699221523.560059
2019-06-1147.252258154.768219116.487427343.108063115.253525101.19261997.991859185.367935144.613327126.96874299.06211960.29746626048.5097662885.7199717822.5698241519.109985
2019-06-1247.101887155.636841115.353081340.849030115.090538100.37420796.743507186.890930144.698929126.38242399.33382459.64486326004.8300782879.8400887792.7202151519.790039
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\n", "
" ], "text/plain": [ " AAPL AMGN AXP BA CAT \n", "Date \n", "2019-06-07 46.121952 155.557022 114.483406 347.400238 112.699974 \\\n", "2019-06-10 46.711361 155.619110 115.948608 347.498413 113.859032 \n", "2019-06-11 47.252258 154.768219 116.487427 343.108063 115.253525 \n", "2019-06-12 47.101887 155.636841 115.353081 340.849030 115.090538 \n", "2019-06-13 47.092175 156.620621 115.192368 342.646423 115.153931 \n", "\n", " CVX JPM MCD MMM MSFT \n", "Date \n", "2019-06-07 101.451523 96.646111 187.392517 142.644150 126.295914 \\\n", "2019-06-10 102.127975 97.690834 183.580475 144.082504 127.449310 \n", "2019-06-11 101.192619 97.991859 185.367935 144.613327 126.968742 \n", "2019-06-12 100.374207 96.743507 186.890930 144.698929 126.382423 \n", "2019-06-13 100.975510 96.982559 186.489700 144.561996 127.180168 \n", "\n", " PG XOM ^DJI ^GSPC ^IXIC \n", "Date \n", "2019-06-07 98.509666 60.087990 25983.939453 2873.340088 7742.100098 \\\n", "2019-06-10 98.464378 60.353874 26062.679688 2886.729980 7823.169922 \n", "2019-06-11 99.062119 60.297466 26048.509766 2885.719971 7822.569824 \n", "2019-06-12 99.333824 59.644863 26004.830078 2879.840088 7792.720215 \n", "2019-06-13 100.447807 60.168556 26106.769531 2891.639893 7837.129883 \n", "\n", " ^RUT \n", "Date \n", "2019-06-07 1514.390015 \n", "2019-06-10 1523.560059 \n", "2019-06-11 1519.109985 \n", "2019-06-12 1519.790039 \n", "2019-06-13 1535.800049 " ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "S.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Effects of the Risk-Aversion Parameter" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001514729021\n", "0 simplex iterations\n", "12 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001514730217\n", "0 simplex iterations\n", "11 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001514731433\n", "0 simplex iterations\n", "12 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001514732444\n", "0 simplex iterations\n", "12 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001514732116\n", "0 simplex iterations\n", "13 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001514731363\n", "0 simplex iterations\n", "13 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001514730112\n", "0 simplex iterations\n", "13 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001514731633\n", "0 simplex iterations\n", "13 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001514732135\n", "0 simplex iterations\n", "14 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001514730977\n", "0 simplex iterations\n", "14 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.00151473216\n", "0 simplex iterations\n", "19 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001514731721\n", "0 simplex iterations\n", "18 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001514732466\n", "0 simplex iterations\n", "22 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001510090893\n", "0 simplex iterations\n", "24 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001437622267\n", "0 simplex iterations\n", "27 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001295714115\n", "0 simplex iterations\n", "21 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001158395522\n", "0 simplex iterations\n", "21 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001032061346\n", "0 simplex iterations\n", "21 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.000916678938\n", "0 simplex iterations\n", "36 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.0008119779914\n", "0 simplex iterations\n", "22 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.0007174855375\n", "0 simplex iterations\n", "29 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal, stalling; objective 0.0006326317078\n", "0 simplex iterations\n", "57 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.0005567612961\n", "0 simplex iterations\n", "68 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal, stalling; objective 0.000489173801\n", "0 simplex iterations\n", "46 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.0004291643027\n", "0 simplex iterations\n", "23 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.0003760314216\n", "0 simplex iterations\n", "30 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.0003291057879\n", "0 simplex iterations\n", "23 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal, stalling; objective 0.0002877495441\n", "0 simplex iterations\n", "49 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.0002513785857\n", "0 simplex iterations\n", "46 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal, stalling; objective 0.0002194350789\n", "0 simplex iterations\n", "43 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal, stalling; objective 0.0001914243691\n", "0 simplex iterations\n", "39 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal, stalling; objective 0.0001668951972\n", "0 simplex iterations\n", "104 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal, stalling; objective 0.0001454355608\n", "0 simplex iterations\n", "34 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal, stalling; objective 0.0001266777712\n", "0 simplex iterations\n", "61 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal, stalling; objective 0.0001102993894\n", "0 simplex iterations\n", "50 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 9.601835593e-05\n", "0 simplex iterations\n", "51 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal, stalling; objective 8.353869664e-05\n", "0 simplex iterations\n", "54 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal, stalling; objective 7.267431243e-05\n", "0 simplex iterations\n", "120 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal, stalling; objective 6.320673287e-05\n", "0 simplex iterations\n", "74 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal, stalling; objective 5.496267527e-05\n", "0 simplex iterations\n", "81 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 4.780118333e-05\n", "0 simplex iterations\n", "121 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 4.15554229e-05\n", "0 simplex iterations\n", "95 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 3.612044892e-05\n", "0 simplex iterations\n", "119 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal, stalling; objective 3.137887756e-05\n", "0 simplex iterations\n", "244 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal, stalling; objective 2.726071662e-05\n", "0 simplex iterations\n", "197 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal, stalling; objective 2.368800934e-05\n", "0 simplex iterations\n", "294 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 2.059797531e-05\n", "0 simplex iterations\n", "168 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 1.789750665e-05\n", "0 simplex iterations\n", "123 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 1.555107149e-05\n", "0 simplex iterations\n", "242 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal, stalling; objective 1.349274934e-05\n", "0 simplex iterations\n", "200 barrier iterations\n" ] } ], "source": [ "lambd = 10 ** np.linspace(0, 3)\n", "\n", "results = [kelly_portfolio(R, Rf=1, EM=1, lambd=_) for _ in lambd]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "fig, ax = plt.subplots(2, 1, figsize=(8, 4), sharex=True)\n", "\n", "ax[0].semilogx(\n", " [m.get_value(\"lambd\") for m in results],\n", " [100 * (np.exp(252 * m.get_value(\"ElogR\")) - 1) for m in results],\n", ")\n", "ax[0].set_title(\"Portfolio Return vs Risk Aversion\")\n", "ax[0].set_ylabel(\"annual %\")\n", "ax[0].grid(True)\n", "\n", "ax[1].semilogx(\n", " [m.get_value(\"lambd\") for m in results],\n", " [\n", " [w[str(n)] for n in R.columns]\n", " for m in results\n", " for w in [m.get_variable(\"w\").to_dict()]\n", " ],\n", ")\n", "ax[1].set_ylabel(\"weights\")\n", "ax[1].set_xlabel(\"risk aversion $\\lambda$\")\n", "ax[1].legend([symbols[n] for n in R.columns], bbox_to_anchor=(1.05, 1.05))\n", "ax[1].grid(True)\n", "ax[1].set_ylim(0, EM)\n", "\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Effects of the Equity Multiplier Parameter" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MOSEK 10.0.43: MOSEK 10.0.43: unknown (0, problem status: 0), max number of iterations reached\n", "0 simplex iterations\n", "400 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 7.127764616e-05\n", "0 simplex iterations\n", "15 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.0001417540358\n", "0 simplex iterations\n", "13 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.0002114242562\n", "0 simplex iterations\n", "12 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.0002802885279\n", "0 simplex iterations\n", "12 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.0003483468736\n", "0 simplex iterations\n", "12 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.0004156018916\n", "0 simplex iterations\n", "13 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.0004820568272\n", "0 simplex iterations\n", "14 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.0005477046862\n", "0 simplex iterations\n", "14 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.0006125490061\n", "0 simplex iterations\n", "15 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.0006765882375\n", "0 simplex iterations\n", "15 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.000739824828\n", "0 simplex iterations\n", "18 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.0008022547016\n", "0 simplex iterations\n", "21 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.0008638806781\n", "0 simplex iterations\n", "20 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.0009247042986\n", "0 simplex iterations\n", "22 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.0009847215819\n", "0 simplex iterations\n", "22 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001043934055\n", "0 simplex iterations\n", "25 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001078172194\n", "0 simplex iterations\n", "29 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001104816542\n", "0 simplex iterations\n", "27 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.00111506199\n", "0 simplex iterations\n", "21 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001115066018\n", "0 simplex iterations\n", "23 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.00111506275\n", "0 simplex iterations\n", "21 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001115058768\n", "0 simplex iterations\n", "27 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001115062686\n", "0 simplex iterations\n", "25 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001115058794\n", "0 simplex iterations\n", "60 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001115064775\n", "0 simplex iterations\n", "22 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001115059022\n", "0 simplex iterations\n", "24 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001115061998\n", "0 simplex iterations\n", "20 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001115064832\n", "0 simplex iterations\n", "21 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001115063757\n", "0 simplex iterations\n", "20 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001115062221\n", "0 simplex iterations\n", "20 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001115062519\n", "0 simplex iterations\n", "24 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001115063848\n", "0 simplex iterations\n", "23 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001115063227\n", "0 simplex iterations\n", "22 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001115061374\n", "0 simplex iterations\n", "30 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001115059603\n", "0 simplex iterations\n", "24 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001115060952\n", "0 simplex iterations\n", "24 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001115058514\n", "0 simplex iterations\n", "39 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001115060287\n", "0 simplex iterations\n", "18 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.0011150608\n", "0 simplex iterations\n", "22 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001115060207\n", "0 simplex iterations\n", "33 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001115064884\n", "0 simplex iterations\n", "22 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001115064279\n", "0 simplex iterations\n", "31 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001115061648\n", "0 simplex iterations\n", "21 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001115062476\n", "0 simplex iterations\n", "19 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001115058494\n", "0 simplex iterations\n", "23 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001115061564\n", "0 simplex iterations\n", "19 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001115063624\n", "0 simplex iterations\n", "22 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001115060886\n", "0 simplex iterations\n", "19 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001115060828\n", "0 simplex iterations\n", "21 barrier iterations\n" ] } ], "source": [ "EM = np.linspace(0.0, 2.0)\n", "\n", "results = [kelly_portfolio(R, Rf=1, EM=_, lambd=10) for _ in EM]" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "fig, ax = plt.subplots(2, 1, figsize=(8, 4), sharex=True)\n", "\n", "ax[0].plot(\n", " [m.get_value(\"EM\") for m in results],\n", " [100 * (np.exp(252 * m.get_value(\"ElogR\")) - 1) for m in results],\n", ")\n", "ax[0].set_title(\"Portfolio Return vs Equity Multiplier\")\n", "ax[0].set_ylabel(\"annual return %\")\n", "ax[0].grid(True)\n", "\n", "ax[1].plot(\n", " [m.get_value(\"EM\") for m in results],\n", " [\n", " [w[str(n)] for n in R.columns]\n", " for m in results\n", " for w in [m.get_variable(\"w\").to_dict()]\n", " ],\n", ")\n", "ax[1].set_ylabel(\"weights\")\n", "ax[1].set_xlabel(\"Equity Multiplier\")\n", "ax[1].legend([symbols[n] for n in R.columns], bbox_to_anchor=(1.05, 1.05))\n", "ax[1].grid(True)\n", "ax[1].set_ylim(\n", " 0,\n", ")\n", "\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Effect of Risk-free Interest Rate" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001115058867\n", "0 simplex iterations\n", "22 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001109229733\n", "0 simplex iterations\n", "21 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001103644806\n", "0 simplex iterations\n", "21 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001098315886\n", "0 simplex iterations\n", "22 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001093231488\n", "0 simplex iterations\n", "25 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001088400657\n", "0 simplex iterations\n", "19 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001083803179\n", "0 simplex iterations\n", "20 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001079457309\n", "0 simplex iterations\n", "23 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001075345323\n", "0 simplex iterations\n", "23 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001071468947\n", "0 simplex iterations\n", "20 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001067825963\n", "0 simplex iterations\n", "19 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001064420867\n", "0 simplex iterations\n", "20 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001061247108\n", "0 simplex iterations\n", "19 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001058296152\n", "0 simplex iterations\n", "20 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001055577603\n", "0 simplex iterations\n", "21 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001053077952\n", "0 simplex iterations\n", "21 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001050797566\n", "0 simplex iterations\n", "21 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001048747589\n", "0 simplex iterations\n", "20 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001046908631\n", "0 simplex iterations\n", "20 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001045285188\n", "0 simplex iterations\n", "24 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001043880982\n", "0 simplex iterations\n", "23 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001042686638\n", "0 simplex iterations\n", "21 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001041703608\n", "0 simplex iterations\n", "22 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001040928355\n", "0 simplex iterations\n", "45 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001040359883\n", "0 simplex iterations\n", "23 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001040000051\n", "0 simplex iterations\n", "26 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.00103984141\n", "0 simplex iterations\n", "22 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001039879451\n", "0 simplex iterations\n", "23 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001040122591\n", "0 simplex iterations\n", "26 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001040556867\n", "0 simplex iterations\n", "45 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001041194597\n", "0 simplex iterations\n", "27 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001042019612\n", "0 simplex iterations\n", "29 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001043041453\n", "0 simplex iterations\n", "28 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001044258079\n", "0 simplex iterations\n", "33 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001045652626\n", "0 simplex iterations\n", "29 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001047237922\n", "0 simplex iterations\n", "22 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001049012414\n", "0 simplex iterations\n", "24 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001050967859\n", "0 simplex iterations\n", "24 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001053110487\n", "0 simplex iterations\n", "22 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001055426877\n", "0 simplex iterations\n", "24 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001057925246\n", "0 simplex iterations\n", "23 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal, stalling; objective 0.00106060001\n", "0 simplex iterations\n", "30 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001063452812\n", "0 simplex iterations\n", "39 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001066479571\n", "0 simplex iterations\n", "40 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001069678622\n", "0 simplex iterations\n", "32 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001073048927\n", "0 simplex iterations\n", "27 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001076589141\n", "0 simplex iterations\n", "26 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001080298143\n", "0 simplex iterations\n", "25 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001084143277\n", "0 simplex iterations\n", "22 barrier iterations\n", "MOSEK 10.0.43: MOSEK 10.0.43: optimal; objective 0.001088103524\n", "0 simplex iterations\n", "39 barrier iterations\n" ] } ], "source": [ "Rf = np.exp(np.log(1 + np.linspace(0, 0.20)) / 252)\n", "\n", "results = [kelly_portfolio(R, Rf=_, EM=1, lambd=10) for _ in Rf]" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "fig, ax = plt.subplots(2, 1, figsize=(8, 4), sharex=True)\n", "\n", "Rf = np.exp(252 * np.log(np.array([_.get_value(\"Rf\") for _ in results])))\n", "ax[0].plot(Rf, [100 * (np.exp(252 * m.get_value(\"ElogR\")) - 1) for m in results])\n", "ax[0].set_title(\"Portfolio Return vs Risk-free Rate\")\n", "ax[0].set_ylabel(\"annual return %\")\n", "ax[0].grid(True)\n", "\n", "ax[1].plot(\n", " Rf,\n", " [\n", " [w[str(n)] for n in R.columns]\n", " for m in results\n", " for w in [m.get_variable(\"w\").to_dict()]\n", " ],\n", ")\n", "ax[1].set_ylabel(\"weights\")\n", "ax[1].set_xlabel(\"Risk-free Rate\")\n", "ax[1].legend([symbols[n] for n in R.columns], bbox_to_anchor=(1.05, 1.05))\n", "ax[1].grid(True)\n", "ax[1].set_ylim(\n", " 0,\n", ")\n", "\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Extensions\n", "\n", "1. The examples cited in this notebook assume knowledge of the probability mass distribution. Recent work by Sun and Boyd (2018) and Hsieh (2022) suggest models for finding investment strategies for cases where the distributions are not perfectly known. They call them \"distributionally robust Kelly gambling.\" A useful extension to this notebook would be to demonstrate a robust solution to one or more of the examples." ] }, { "cell_type": "markdown", "metadata": { "id": "kSUeNxY4VWya" }, "source": [ "## Bibliographic Notes\n", "\n", "> Thorp, E. O. (2017). A man for all markets: From Las Vegas to wall street, how i beat the dealer and the market. Random House.\n", "\n", "> Thorp, E. O. (2008). The Kelly criterion in blackjack sports betting, and the stock market. In Handbook of asset and liability management (pp. 385-428). North-Holland. https://www.palmislandtraders.com/econ136/thorpe_kelly_crit.pdf\n", "\n", "> MacLean, L. C., Thorp, E. O., & Ziemba, W. T. (2010). Good and bad properties of the Kelly criterion. Risk, 20(2), 1. https://www.stat.berkeley.edu/~aldous/157/Papers/Good_Bad_Kelly.pdf\n", "\n", "> MacLean, L. C., Thorp, E. O., & Ziemba, W. T. (2011). The Kelly capital growth investment criterion: Theory and practice (Vol. 3). world scientific. https://www.worldscientific.com/worldscibooks/10.1142/7598#t=aboutBook\n", "\n", "> Carta, A., & Conversano, C. (2020). Practical Implementation of the Kelly Criterion: Optimal Growth Rate, Number of Trades, and Rebalancing Frequency for Equity Portfolios. Frontiers in Applied Mathematics and Statistics, 6, 577050. https://www.frontiersin.org/articles/10.3389/fams.2020.577050/full\n", "\n", "The utility of conic optimization to solve problems involving log growth is more recent. Here are some representative papers.\n", "\n", "> Cajas, D. (2021). Kelly Portfolio Optimization: A Disciplined Convex Programming Framework. Available at SSRN 3833617. https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3833617\n", "\n", "> Busseti, E., Ryu, E. K., & Boyd, S. (2016). Risk-constrained Kelly gambling. The Journal of Investing, 25(3), 118-134. https://arxiv.org/pdf/1603.06183.pdf\n", "\n", "> Fu, A., Narasimhan, B., & Boyd, S. (2017). CVXR: An R package for disciplined convex optimization. arXiv preprint arXiv:1711.07582. https://arxiv.org/abs/1711.07582\n", "\n", "> Sun, Q., & Boyd, S. (2018). Distributional robust Kelly gambling. arXiv preprint arXiv: 1812.10371. https://web.stanford.edu/~boyd/papers/pdf/robust_kelly.pdf\n", "\n", "The recent work by CH Hsieh extends these concepts in important ways for real-world implementation.\n", "\n", "> Hsieh, C. H. (2022). On Solving Robust Log-Optimal Portfolio: A Supporting Hyperplane Approximation Approach. arXiv preprint arXiv:2202.03858. https://arxiv.org/pdf/2202.03858\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.6" } }, "nbformat": 4, "nbformat_minor": 4 }